Class 19: Data Representation by Design
Instructor: Georgios Evangelopoulos
Slides
- Class 19 - Data Representation by Design
Class 20: Learning Data Representation: Dictionary Learning
Instructor: Georgios Evangelopoulos
Slides
- Class 20 - Learning Data Representation: Dictionary Learning
Class 21: Learning Data Representation: Neural Networks
Instructor: Georgios Evangelopoulos
Slides
- Class 21 - Learning Data Representation: Neural Networks
Class Reference Material
L. Rosasco, T. Poggio, Machine Learning: a Regularization Approach, MIT-9.520 Lectures Notes, Manuscript, Dec. 2017
Chapter 10 - Learning Data Representation
Note: The course notes, in the form of the circulated book draft is the reference material for this class. Related and older material can be accessed through previous year offerings of the course.
Additional Matterial
- L. Rosasco, Learning Representations, Machine Learning Summer School 2015, Kyoto, Japan. (slides)